{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "725328f5",
   "metadata": {},
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ee78a82c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x832 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "# Specify the path you want to add\n",
    "desired_path = '.../analysis_clean'\n",
    "\n",
    "# Add the path to the system path if it's not already there\n",
    "if desired_path not in sys.path:\n",
    "    sys.path.append(desired_path)\n",
    "\n",
    "# Change the current working directory to the desired path\n",
    "os.chdir(desired_path)\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.available\n",
    "plt.style.use('classic')\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "data = pd.read_excel('recommendation.xlsx')   \n",
    "# Calculate the number of firms that are applicable for recommendation\n",
    "def apply_num1(data, col):\n",
    "    return data[data.leverage_name==col][data.applicable=='YES']\n",
    "# Calculate the weights of visited, adopt1, adopt2\n",
    "# visited = applicable(YES) & visited(YES) / applicable(YES)\n",
    "# follow up1 = applicable(YES) &  (visited(YES) | adopt1(YES)) / applicable(YES)\n",
    "# follow up2 = applicable(YES) &  (visited(YES) | adopt2(YES)) / applicable(YES)\n",
    "def adoption_share1(data, string):\n",
    "    df = apply_num1(data, string)\n",
    "    a = len(df[df.visited=='YES']) / len(df)\n",
    "    b = (len(df[df.visited=='YES']) + len(df[df.adopt1=='YES'])) / len(df)\n",
    "    c = (len(df[df.visited=='YES']) + len(df[df.adopt2=='YES'])) / len(df)\n",
    "    adoption_share = np.array([a,b,c])\n",
    "    return adoption_share\n",
    "\n",
    "def leverage_share1(data, string):\n",
    "    f = data[data.leverage_name==string].number.nunique()/data.number.nunique()*100\n",
    "    return '%.0f' % f\n",
    "\n",
    "x  = np.array([\"Visited\",\"Follow up 1\", 'Follow up 2'])\n",
    "labelsize_para = 17\n",
    "titlesize_para = 19\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(12*1.5,8*1.3))\n",
    "\n",
    "ax2 = plt.subplot(231)\n",
    "ax2.plot(x, adoption_share1(data, 'Rescheduling'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Rescheduling', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax2.set_ylim([-0.05,1.1])\n",
    "\n",
    "ax1 = plt.subplot(232)\n",
    "ax1.plot(x, adoption_share1(data, 'Transformer'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Transformer', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax1.set_ylim([-0.05,1.1])\n",
    "\n",
    "ax3 = plt.subplot(233)\n",
    "ax3.plot(x, adoption_share1(data, 'Air compressor'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Air compressor', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax3.set_ylim([-0.05,1.1])\n",
    "\n",
    "ax4 = plt.subplot(234)\n",
    "ax4.plot(x, adoption_share1(data, 'Furnace'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Furnace', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax4.set_ylim([-0.05,1.1])\n",
    "\n",
    "ax5 = plt.subplot(235)\n",
    "ax5.plot(x, adoption_share1(data, 'Lighting'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Lighting', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax5.set_ylim([-0.05,1.1])\n",
    "\n",
    "ax6 = plt.subplot(236)\n",
    "ax6.plot(x, adoption_share1(data, 'Other equipment'),color = 'blue', linewidth=1.8)\n",
    "plt.title('Other equipment', fontsize=titlesize_para)\n",
    "plt.tick_params(labelsize=labelsize_para)\n",
    "ax6.set_ylim([-0.05,1.1])\n",
    "\n",
    "fig.text(0.1, 0.04, 'Time of each visit: Visit: June-July, September-November, 2017; Follow up 1: April 2018; Follow up 2: March 2019', ha='left', fontsize=17)\n",
    "plt.subplots_adjust(wspace=0.3, hspace=0.2)\n",
    "fig.savefig('Fig1. adoption_equipment.pdf', dpi=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd463f8a",
   "metadata": {},
   "source": [
    "## FIgure 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a6d3fa46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 560x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# original file\n",
    "data = pd.read_csv('treatment_by_t_price.csv', sep = ',')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7,6))\n",
    "\n",
    "x = np.arange(-48,25)\n",
    "ax.set_xlabel('Month relative to treatment')\n",
    "\n",
    "tick_month = [-48,-42,-36,-30,-24,-18,-12,-6,0,6,12,18,24]\n",
    "squad = ['-48','-42','-36','-30','-24','-18','-12','-6','0','6','12','18','24']\n",
    "\n",
    "ax.set_xlim([-48,25])\n",
    "ax.set_xticks(tick_month)\n",
    "ax.set_xticklabels(squad, minor=False)\n",
    "\n",
    "ax.set_ylabel(r'Treatment $\\times$ month relative to treatment (log unit cost)')\n",
    "ax.set_ylim([-0.4,0.4])\n",
    "\n",
    "mean = data.loc[:,'coeff']\n",
    "ci_lower = data.loc[:,'ci_lower']\n",
    "ci_upper = data.loc[:,'ci_upper']\n",
    "\n",
    "ax.plot(x,mean, color = 'blue', marker = '.')\n",
    "ax.plot(x,ci_lower, color = 'blue', linestyle='--', dashes=(5, 2))\n",
    "ax.plot(x,ci_upper, color = 'blue', linestyle='--', dashes=(5, 2))\n",
    "\n",
    "ax.plot([-48,25],[0,0], color = 'black')\n",
    "ax.plot([0,0],[-0.5,0.5], color = 'black')\n",
    "fig.savefig('Fig2. treatment_by_t_price.pdf', dpi=800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8956700a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 480x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# original file\n",
    "data = pd.read_csv('treatment_by_t_use.csv', sep = ',')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6,5))\n",
    "\n",
    "x = np.arange(-48,25)\n",
    "ax.set_xlabel('Month relative to treatment')\n",
    "\n",
    "tick_month = [-48,-42,-36,-30,-24,-18,-12,-6,0,6,12,18,24]\n",
    "squad = ['-48','-42','-36','-30','-24','-18','-12','-6','0','6','12','18','24']\n",
    "\n",
    "ax.set_xlim([-48,25])\n",
    "ax.set_xticks(tick_month)\n",
    "ax.set_xticklabels(squad, minor=False)\n",
    "\n",
    "ax.set_ylabel(r'Treatment $\\times$ month relative to treatment (log use)')\n",
    "ax.set_ylim([-1,0.6])\n",
    "\n",
    "mean = data.loc[:,'coeff']\n",
    "ci_lower = data.loc[:,'ci_lower']\n",
    "ci_upper = data.loc[:,'ci_upper']\n",
    "\n",
    "ax.plot(x,mean, color = 'blue', marker = '.')\n",
    "ax.plot(x,ci_lower, color = 'blue', linestyle='--', dashes=(5, 2))\n",
    "ax.plot(x,ci_upper, color = 'blue', linestyle='--', dashes=(5, 2))\n",
    "\n",
    "ax.plot([-48,25],[0,0], color = 'black')\n",
    "ax.plot([0,0],[-2,2], color = 'black')\n",
    "fig.savefig('Fig2. treatment_by_t_use.pdf', dpi=800)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
